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Occupation · 2026 assessment

Analitik bolshikh dannykh

Analitik bolshikh dannykh is an occupation responsible for building, testing or supporting digital systems and data in a defined technology domain. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

High risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

67%2026
71%2028
76%2030
84%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Cleaning, joining and preparing data92%
Creating standard reports and visualizations89%
Forming conclusions and checking causality56%
Generating routine code and configuration92%
Preparing tests and technical documentation88%
Classifying errors and analyzing logs80%
Data migrations and routine integrations83%
Architecture and technical trade-offs56%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Cleaning, joining and preparing dataAI 92% · human 32%
  2. 2Creating standard reports and visualizationsAI 89% · human 34%
  3. 3Forming conclusions and checking causalityAI 56% · human 53%
  4. 4Generating routine code and configurationAI 92% · human 37%
  5. 5Preparing tests and technical documentationAI 88% · human 47%
  6. 6Classifying errors and analyzing logsAI 80% · human 38%
  7. 7Data migrations and routine integrationsAI 83% · human 38%
  8. 8Architecture and technical trade-offsAI 56% · human 45%

Why technology can change this work

  • AI automatically drafts analyses, finds correlations and explains standard deviations
  • code, configuration and documentation are already digital
  • a large share of textual, analytical or information tasks is accessible to current AI models
  • the main inputs and outputs already exist in a digital environment
  • the scale and cost of routine operations create a strong automation incentive
  • routine code, tests and technical text can be generated automatically

What protects the occupation

  • choosing the right question and checking causality rather than correlation alone
  • architecture decisions and production accountability
  • understanding business constraints and legacy systems
  • security and complex system integration

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$9 650per month
2035$12 250scenario estimate
2026: $9 65020262027: $9 90020272028: $10 15020282029: $10 45020292030: $10 75020302031: $11 00020312032: $11 30020322033: $11 60020332034: $11 90020342035: $12 2502035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

AI Engineer

Established resilient role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

AI Agent Supervisor

Emerging role
New role risk24%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Data Analyst

Established resilient role
New role risk51%
DemandMediumDifficultyLowTime3–6 monthsSkill fit81%

Analytics Engineer

Established resilient role
New role risk27%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • analytical question framing
  • metric interpretation
  • systems thinking
  • software-system understanding
  • debugging
  • requirements work

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • AI-agent-assisted development
  • architecture and system design
  • AI-generated code security
  • observability and DevOps
CurrentAnalitik bolshikh dannykh · 67%
→
Keepanalytical question framing · metric interpretation · systems thinking
→
AddSQL and data preparation · visualization and forecasting · AI-agent-assisted development

Sources and update

Updated: 2026-09-26 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.